Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 57293 |
| Missing cells | 21802 |
| Missing cells (%) | 1.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.1 MiB |
| Average record size in memory | 184.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 4 |
| Numeric | 16 |
| Boolean | 2 |
MinTemp is highly correlated with MaxTemp and 3 other fields | High correlation |
MaxTemp is highly correlated with MinTemp and 3 other fields | High correlation |
Evaporation is highly correlated with MaxTemp and 3 other fields | High correlation |
Sunshine is highly correlated with Humidity3pm and 2 other fields | High correlation |
WindGustSpeed is highly correlated with WindSpeed9am and 1 other fields | High correlation |
WindSpeed9am is highly correlated with WindGustSpeed | High correlation |
WindSpeed3pm is highly correlated with WindGustSpeed | High correlation |
Humidity9am is highly correlated with Evaporation and 1 other fields | High correlation |
Humidity3pm is highly correlated with Sunshine and 4 other fields | High correlation |
Pressure9am is highly correlated with Pressure3pm | High correlation |
Pressure3pm is highly correlated with MinTemp and 2 other fields | High correlation |
Cloud9am is highly correlated with Sunshine and 2 other fields | High correlation |
Cloud3pm is highly correlated with Sunshine and 2 other fields | High correlation |
Temp9am is highly correlated with MinTemp and 4 other fields | High correlation |
Temp3pm is highly correlated with MinTemp and 4 other fields | High correlation |
MinTemp is highly correlated with MaxTemp and 5 other fields | High correlation |
MaxTemp is highly correlated with MinTemp and 3 other fields | High correlation |
Evaporation is highly correlated with MinTemp and 4 other fields | High correlation |
Sunshine is highly correlated with Humidity9am and 4 other fields | High correlation |
WindGustSpeed is highly correlated with WindSpeed9am and 1 other fields | High correlation |
WindSpeed9am is highly correlated with WindGustSpeed | High correlation |
WindSpeed3pm is highly correlated with WindGustSpeed | High correlation |
Humidity9am is highly correlated with Evaporation and 2 other fields | High correlation |
Humidity3pm is highly correlated with Sunshine and 3 other fields | High correlation |
Pressure9am is highly correlated with MinTemp and 1 other fields | High correlation |
Pressure3pm is highly correlated with MinTemp and 2 other fields | High correlation |
Cloud9am is highly correlated with Sunshine and 2 other fields | High correlation |
Cloud3pm is highly correlated with Sunshine and 2 other fields | High correlation |
Temp9am is highly correlated with MinTemp and 4 other fields | High correlation |
Temp3pm is highly correlated with MinTemp and 4 other fields | High correlation |
MinTemp is highly correlated with MaxTemp and 2 other fields | High correlation |
MaxTemp is highly correlated with MinTemp and 3 other fields | High correlation |
Evaporation is highly correlated with MaxTemp | High correlation |
Sunshine is highly correlated with Cloud9am and 1 other fields | High correlation |
WindGustSpeed is highly correlated with WindSpeed3pm | High correlation |
WindSpeed3pm is highly correlated with WindGustSpeed | High correlation |
Pressure9am is highly correlated with Pressure3pm | High correlation |
Pressure3pm is highly correlated with Pressure9am | High correlation |
Cloud9am is highly correlated with Sunshine and 1 other fields | High correlation |
Cloud3pm is highly correlated with Sunshine and 1 other fields | High correlation |
Temp9am is highly correlated with MinTemp and 2 other fields | High correlation |
Temp3pm is highly correlated with MinTemp and 2 other fields | High correlation |
Pressure9am is highly correlated with Pressure3pm and 2 other fields | High correlation |
WindGustDir is highly correlated with WindDir3pm and 2 other fields | High correlation |
Sunshine is highly correlated with RainTomorrow and 6 other fields | High correlation |
RainTomorrow is highly correlated with Sunshine and 2 other fields | High correlation |
Cloud9am is highly correlated with Sunshine and 3 other fields | High correlation |
RainToday is highly correlated with Humidity3pm and 1 other fields | High correlation |
WindDir3pm is highly correlated with WindGustDir and 2 other fields | High correlation |
WindSpeed9am is highly correlated with WindSpeed3pm and 1 other fields | High correlation |
Humidity3pm is highly correlated with Sunshine and 8 other fields | High correlation |
Pressure3pm is highly correlated with Pressure9am and 4 other fields | High correlation |
MaxTemp is highly correlated with Sunshine and 7 other fields | High correlation |
Temp3pm is highly correlated with Sunshine and 7 other fields | High correlation |
WindSpeed3pm is highly correlated with WindSpeed9am and 1 other fields | High correlation |
WindGustSpeed is highly correlated with WindSpeed9am and 1 other fields | High correlation |
Humidity9am is highly correlated with Sunshine and 7 other fields | High correlation |
Temp9am is highly correlated with Pressure9am and 6 other fields | High correlation |
WindDir9am is highly correlated with WindGustDir and 2 other fields | High correlation |
MinTemp is highly correlated with Pressure9am and 5 other fields | High correlation |
Cloud3pm is highly correlated with Sunshine and 3 other fields | High correlation |
Location is highly correlated with WindGustDir and 8 other fields | High correlation |
Sunshine has 6177 (10.8%) missing values | Missing |
WindGustDir has 3662 (6.4%) missing values | Missing |
WindGustSpeed has 3644 (6.4%) missing values | Missing |
WindDir9am has 1730 (3.0%) missing values | Missing |
WindDir3pm has 671 (1.2%) missing values | Missing |
Humidity3pm has 1088 (1.9%) missing values | Missing |
Cloud3pm has 2631 (4.6%) missing values | Missing |
Temp3pm has 926 (1.6%) missing values | Missing |
Rainfall has 37433 (65.3%) zeros | Zeros |
Sunshine has 1574 (2.7%) zeros | Zeros |
WindSpeed9am has 1606 (2.8%) zeros | Zeros |
Cloud9am has 5963 (10.4%) zeros | Zeros |
Cloud3pm has 3573 (6.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-05-15 16:44:04.111249 |
|---|---|
| Analysis finished | 2021-05-15 16:45:06.816107 |
| Duration | 1 minute and 2.7 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
Date
Date
| Distinct | 3411 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 447.7 KiB |
| Minimum | 2007-11-01 00:00:00 |
|---|---|
| Maximum | 2017-06-25 00:00:00 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 447.7 KiB |
| Darwin | 2525 |
|---|---|
| Perth | 2506 |
| Brisbane | 2467 |
| PerthAirport | 2422 |
| MelbourneAirport | 2409 |
| Other values (25) |
Length
| Max length | 16 |
|---|---|
| Median length | 8 |
| Mean length | 8.718098197 |
| Min length | 4 |
Characters and Unicode
| Total characters | 499486 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Townsville |
|---|---|
| 2nd row | Woomera |
| 3rd row | Mildura |
| 4th row | Portland |
| 5th row | Brisbane |
Common Values
| Value | Count | Frequency (%) |
| Darwin | 2525 | 4.4% |
| Perth | 2506 | 4.4% |
| Brisbane | 2467 | 4.3% |
| PerthAirport | 2422 | 4.2% |
| MelbourneAirport | 2409 | 4.2% |
| Watsonia | 2385 | 4.2% |
| SydneyAirport | 2367 | 4.1% |
| Mildura | 2300 | 4.0% |
| Nuriootpa | 2290 | 4.0% |
| Sydney | 2214 | 3.9% |
| Other values (20) | 33408 |
Length
| Value | Count | Frequency (%) |
| darwin | 2525 | 4.4% |
| perth | 2506 | 4.4% |
| brisbane | 2467 | 4.3% |
| perthairport | 2422 | 4.2% |
| melbourneairport | 2409 | 4.2% |
| watsonia | 2385 | 4.2% |
| sydneyairport | 2367 | 4.1% |
| mildura | 2300 | 4.0% |
| nuriootpa | 2290 | 4.0% |
| sydney | 2214 | 3.9% |
| Other values (20) | 33408 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 57019 | 11.4% |
| a | 46868 | 9.4% |
| o | 43103 | 8.6% |
| e | 37761 | 7.6% |
| n | 35366 | 7.1% |
| i | 34732 | 7.0% |
| l | 25315 | 5.1% |
| t | 24840 | 5.0% |
| b | 17039 | 3.4% |
| s | 14841 | 3.0% |
| Other values (27) | 162602 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 425025 | |
| Uppercase Letter | 74461 | 14.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 57019 | |
| a | 46868 | |
| o | 43103 | |
| e | 37761 | |
| n | 35366 | |
| i | 34732 | 8.2% |
| l | 25315 | 6.0% |
| t | 24840 | 5.8% |
| b | 17039 | 4.0% |
| s | 14841 | 3.5% |
| Other values (12) | 88141 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 11485 | |
| M | 10171 | |
| W | 10101 | |
| S | 8166 | |
| C | 6779 | |
| P | 6689 | |
| N | 4450 | 6.0% |
| B | 3250 | 4.4% |
| H | 3015 | 4.0% |
| D | 2525 | 3.4% |
| Other values (5) | 7830 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 499486 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 57019 | 11.4% |
| a | 46868 | 9.4% |
| o | 43103 | 8.6% |
| e | 37761 | 7.6% |
| n | 35366 | 7.1% |
| i | 34732 | 7.0% |
| l | 25315 | 5.1% |
| t | 24840 | 5.0% |
| b | 17039 | 3.4% |
| s | 14841 | 3.0% |
| Other values (27) | 162602 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 499486 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 57019 | 11.4% |
| a | 46868 | 9.4% |
| o | 43103 | 8.6% |
| e | 37761 | 7.6% |
| n | 35366 | 7.1% |
| i | 34732 | 7.0% |
| l | 25315 | 5.1% |
| t | 24840 | 5.0% |
| b | 17039 | 3.4% |
| s | 14841 | 3.0% |
| Other values (27) | 162602 |
| Distinct | 360 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 57 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.33193794 |
| Minimum | -8 |
|---|---|
| Maximum | 31.4 |
| Zeros | 33 |
| Zeros (%) | 0.1% |
| Negative | 662 |
| Negative (%) | 1.2% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | -8 |
|---|---|
| 5-th percentile | 3.1 |
| Q1 | 8.5 |
| median | 13.1 |
| Q3 | 18.2 |
| 95-th percentile | 24.2 |
| Maximum | 31.4 |
| Range | 39.4 |
| Interquartile range (IQR) | 9.7 |
Descriptive statistics
| Standard deviation | 6.451281533 |
|---|---|
| Coefficient of variation (CV) | 0.4838967569 |
| Kurtosis | -0.6615751152 |
| Mean | 13.33193794 |
| Median Absolute Deviation (MAD) | 4.8 |
| Skewness | 0.03914135149 |
| Sum | 763066.8 |
| Variance | 41.61903341 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 367 | 0.6% |
| 8.5 | 353 | 0.6% |
| 10.8 | 352 | 0.6% |
| 10.5 | 349 | 0.6% |
| 11 | 344 | 0.6% |
| 9.6 | 343 | 0.6% |
| 12 | 342 | 0.6% |
| 12.5 | 338 | 0.6% |
| 11.1 | 332 | 0.6% |
| 8.9 | 328 | 0.6% |
| Other values (350) | 53788 |
| Value | Count | Frequency (%) |
| -8 | 1 | |
| -6.9 | 1 | |
| -6.7 | 1 | |
| -6.5 | 1 | |
| -6.3 | 2 | |
| -6.1 | 1 | |
| -5.8 | 1 | |
| -5.5 | 1 | |
| -5.4 | 2 | |
| -5.3 | 1 |
| Value | Count | Frequency (%) |
| 31.4 | 2 | |
| 29.8 | 1 | < 0.1% |
| 29.7 | 4 | |
| 29.6 | 1 | < 0.1% |
| 29.5 | 1 | < 0.1% |
| 29.4 | 2 | |
| 29.3 | 1 | < 0.1% |
| 29.2 | 2 | |
| 29.1 | 4 | |
| 29 | 4 |
| Distinct | 392 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 51 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.14519584 |
| Minimum | 4.1 |
|---|---|
| Maximum | 48.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 4.1 |
|---|---|
| 5-th percentile | 13.5 |
| Q1 | 18.6 |
| median | 23.6 |
| Q3 | 29.6 |
| 95-th percentile | 36 |
| Maximum | 48.1 |
| Range | 44 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.055457077 |
|---|---|
| Coefficient of variation (CV) | 0.2922095611 |
| Kurtosis | -0.6851616081 |
| Mean | 24.14519584 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 0.2420339528 |
| Sum | 1382119.3 |
| Variance | 49.77947457 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 327 | 0.6% |
| 19.5 | 325 | 0.6% |
| 19.6 | 320 | 0.6% |
| 18.2 | 318 | 0.6% |
| 21.5 | 309 | 0.5% |
| 23.5 | 308 | 0.5% |
| 19.4 | 307 | 0.5% |
| 22 | 305 | 0.5% |
| 20.1 | 301 | 0.5% |
| 19.8 | 300 | 0.5% |
| Other values (382) | 54122 |
| Value | Count | Frequency (%) |
| 4.1 | 1 | < 0.1% |
| 6.3 | 1 | < 0.1% |
| 7 | 2 | |
| 7.2 | 1 | < 0.1% |
| 7.3 | 1 | < 0.1% |
| 7.5 | 2 | |
| 7.6 | 2 | |
| 7.7 | 1 | < 0.1% |
| 7.8 | 3 | |
| 7.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 48.1 | 1 | < 0.1% |
| 47.3 | 1 | < 0.1% |
| 46.8 | 2 | |
| 46.7 | 2 | |
| 46.4 | 2 | |
| 46.3 | 1 | < 0.1% |
| 46.2 | 1 | < 0.1% |
| 46.1 | 3 | |
| 46 | 2 | |
| 45.8 | 1 | < 0.1% |
| Distinct | 421 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 58 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.109057395 |
| Minimum | 0 |
|---|---|
| Maximum | 206.2 |
| Zeros | 37433 |
| Zeros (%) | 65.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.6 |
| 95-th percentile | 12.2 |
| Maximum | 206.2 |
| Range | 206.2 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 6.893643046 |
|---|---|
| Coefficient of variation (CV) | 3.26858959 |
| Kurtosis | 95.83698141 |
| Mean | 2.109057395 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.449716868 |
| Sum | 120711.9 |
| Variance | 47.52231444 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37433 | |
| 0.2 | 2984 | 5.2% |
| 0.4 | 1597 | 2.8% |
| 0.6 | 1039 | 1.8% |
| 0.8 | 852 | 1.5% |
| 1 | 681 | 1.2% |
| 1.2 | 633 | 1.1% |
| 1.4 | 557 | 1.0% |
| 1.6 | 473 | 0.8% |
| 1.8 | 423 | 0.7% |
| Other values (411) | 10563 | 18.4% |
| Value | Count | Frequency (%) |
| 0 | 37433 | |
| 0.1 | 42 | 0.1% |
| 0.2 | 2984 | 5.2% |
| 0.3 | 22 | < 0.1% |
| 0.4 | 1597 | 2.8% |
| 0.5 | 14 | < 0.1% |
| 0.6 | 1039 | 1.8% |
| 0.7 | 5 | < 0.1% |
| 0.8 | 852 | 1.5% |
| 0.9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 206.2 | 1 | |
| 183 | 1 | |
| 182.6 | 1 | |
| 168.4 | 1 | |
| 145 | 1 | |
| 140.2 | 1 | |
| 136.6 | 1 | |
| 129.4 | 1 | |
| 128.2 | 1 | |
| 128 | 1 |
| Distinct | 321 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.558703507 |
| Minimum | 0 |
|---|---|
| Maximum | 145 |
| Zeros | 149 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.8 |
| median | 4.8 |
| Q3 | 7.4 |
| 95-th percentile | 12 |
| Maximum | 145 |
| Range | 145 |
| Interquartile range (IQR) | 4.6 |
Descriptive statistics
| Standard deviation | 4.146830161 |
|---|---|
| Coefficient of variation (CV) | 0.7460067183 |
| Kurtosis | 53.25295264 |
| Mean | 5.558703507 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 3.956221832 |
| Sum | 318474.8 |
| Variance | 17.19620039 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 2322 | 4.1% |
| 8 | 1893 | 3.3% |
| 2.2 | 1421 | 2.5% |
| 2.6 | 1365 | 2.4% |
| 2.4 | 1351 | 2.4% |
| 3.2 | 1351 | 2.4% |
| 3.4 | 1348 | 2.4% |
| 3 | 1347 | 2.4% |
| 2 | 1326 | 2.3% |
| 2.8 | 1320 | 2.3% |
| Other values (311) | 42249 |
| Value | Count | Frequency (%) |
| 0 | 149 | 0.3% |
| 0.1 | 6 | < 0.1% |
| 0.2 | 332 | 0.6% |
| 0.3 | 6 | < 0.1% |
| 0.4 | 492 | |
| 0.5 | 6 | < 0.1% |
| 0.6 | 681 | |
| 0.7 | 13 | < 0.1% |
| 0.8 | 862 | |
| 0.9 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 145 | 1 | |
| 81.2 | 1 | |
| 77.3 | 1 | |
| 74.8 | 1 | |
| 72.2 | 1 | |
| 70.4 | 1 | |
| 70 | 1 | |
| 68.8 | 1 | |
| 65.4 | 1 | |
| 64.8 | 1 |
Sunshine
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 145 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 6177 |
| Missing (%) | 10.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.651782221 |
| Minimum | 0 |
|---|---|
| Maximum | 14.5 |
| Zeros | 1574 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 4.9 |
| median | 8.5 |
| Q3 | 10.7 |
| 95-th percentile | 12.8 |
| Maximum | 14.5 |
| Range | 14.5 |
| Interquartile range (IQR) | 5.8 |
Descriptive statistics
| Standard deviation | 3.769488309 |
|---|---|
| Coefficient of variation (CV) | 0.4926288021 |
| Kurtosis | -0.8009073849 |
| Mean | 7.651782221 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | -0.5258108576 |
| Sum | 391128.5 |
| Variance | 14.20904211 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1574 | 2.7% |
| 11 | 786 | 1.4% |
| 10.7 | 782 | 1.4% |
| 10.8 | 772 | 1.3% |
| 10.5 | 737 | 1.3% |
| 10.3 | 709 | 1.2% |
| 10.9 | 709 | 1.2% |
| 10.6 | 708 | 1.2% |
| 10 | 703 | 1.2% |
| 10.4 | 692 | 1.2% |
| Other values (135) | 42944 | |
| (Missing) | 6177 | 10.8% |
| Value | Count | Frequency (%) |
| 0 | 1574 | |
| 0.1 | 371 | 0.6% |
| 0.2 | 336 | 0.6% |
| 0.3 | 281 | 0.5% |
| 0.4 | 230 | 0.4% |
| 0.5 | 222 | 0.4% |
| 0.6 | 195 | 0.3% |
| 0.7 | 232 | 0.4% |
| 0.8 | 228 | 0.4% |
| 0.9 | 217 | 0.4% |
| Value | Count | Frequency (%) |
| 14.5 | 1 | < 0.1% |
| 14.3 | 3 | < 0.1% |
| 14.2 | 1 | < 0.1% |
| 14.1 | 3 | < 0.1% |
| 14 | 9 | < 0.1% |
| 13.9 | 12 | < 0.1% |
| 13.8 | 37 | 0.1% |
| 13.7 | 84 | |
| 13.6 | 112 | |
| 13.5 | 117 |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3662 |
| Missing (%) | 6.4% |
| Memory size | 447.7 KiB |
| E | |
|---|---|
| SW | |
| W | |
| N | |
| ENE | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.18097742 |
| Min length | 1 |
Characters and Unicode
| Total characters | 116968 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ENE |
|---|---|
| 2nd row | ENE |
| 3rd row | N |
| 4th row | W |
| 5th row | ENE |
Common Values
| Value | Count | Frequency (%) |
| E | 4355 | 7.6% |
| SW | 3844 | 6.7% |
| W | 3838 | 6.7% |
| N | 3781 | 6.6% |
| ENE | 3767 | 6.6% |
| SE | 3711 | 6.5% |
| SSW | 3671 | 6.4% |
| WSW | 3645 | 6.4% |
| S | 3417 | 6.0% |
| ESE | 3283 | 5.7% |
| Other values (6) | 16319 | |
| (Missing) | 3662 | 6.4% |
Length
| Value | Count | Frequency (%) |
| e | 4355 | 8.1% |
| sw | 3844 | 7.2% |
| w | 3838 | 7.2% |
| n | 3781 | 7.1% |
| ene | 3767 | 7.0% |
| se | 3711 | 6.9% |
| ssw | 3671 | 6.8% |
| wsw | 3645 | 6.8% |
| s | 3417 | 6.4% |
| ese | 3283 | 6.1% |
| Other values (6) | 16319 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 31748 | |
| E | 30841 | |
| W | 29197 | |
| N | 25182 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 116968 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 31748 | |
| E | 30841 | |
| W | 29197 | |
| N | 25182 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 116968 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 31748 | |
| E | 30841 | |
| W | 29197 | |
| N | 25182 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 116968 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 31748 | |
| E | 30841 | |
| W | 29197 | |
| N | 25182 |
WindGustSpeed
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 64 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3644 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.38481612 |
| Minimum | 7 |
|---|---|
| Maximum | 135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 31 |
| median | 39 |
| Q3 | 48 |
| 95-th percentile | 65 |
| Maximum | 135 |
| Range | 128 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 13.22717302 |
|---|---|
| Coefficient of variation (CV) | 0.3275283705 |
| Kurtosis | 1.662944421 |
| Mean | 40.38481612 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.9720947814 |
| Sum | 2166605 |
| Variance | 174.958106 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 3862 | 6.7% |
| 39 | 3738 | 6.5% |
| 37 | 3508 | 6.1% |
| 33 | 3457 | 6.0% |
| 31 | 3436 | 6.0% |
| 41 | 3113 | 5.4% |
| 30 | 2798 | 4.9% |
| 43 | 2576 | 4.5% |
| 28 | 2443 | 4.3% |
| 44 | 2156 | 3.8% |
| Other values (54) | 22562 | |
| (Missing) | 3644 | 6.4% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 11 | 16 | < 0.1% |
| 13 | 97 | 0.2% |
| 15 | 220 | 0.4% |
| 17 | 423 | 0.7% |
| 19 | 558 | 1.0% |
| 20 | 884 | |
| 22 | 1041 | |
| 24 | 1471 |
| Value | Count | Frequency (%) |
| 135 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| 122 | 2 | |
| 120 | 1 | < 0.1% |
| 117 | 2 | |
| 115 | 2 | |
| 113 | 2 | |
| 111 | 1 | < 0.1% |
| 109 | 4 | |
| 107 | 3 |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1730 |
| Missing (%) | 3.0% |
| Memory size | 447.7 KiB |
| N | |
|---|---|
| E | |
| SE | |
| W | |
| SSE | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.174864568 |
| Min length | 1 |
Characters and Unicode
| Total characters | 120842 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SE |
|---|---|
| 2nd row | SSE |
| 3rd row | ESE |
| 4th row | NNW |
| 5th row | SW |
Common Values
| Value | Count | Frequency (%) |
| N | 4669 | 8.1% |
| E | 4350 | 7.6% |
| SE | 3963 | 6.9% |
| W | 3757 | 6.6% |
| SSE | 3724 | 6.5% |
| ENE | 3708 | 6.5% |
| ESE | 3428 | 6.0% |
| S | 3391 | 5.9% |
| NE | 3322 | 5.8% |
| SW | 3279 | 5.7% |
| Other values (6) | 17972 |
Length
| Value | Count | Frequency (%) |
| n | 4669 | 8.4% |
| e | 4350 | 7.8% |
| se | 3963 | 7.1% |
| w | 3757 | 6.8% |
| sse | 3724 | 6.7% |
| ene | 3708 | 6.7% |
| ese | 3428 | 6.2% |
| s | 3391 | 6.1% |
| ne | 3322 | 6.0% |
| sw | 3279 | 5.9% |
| Other values (6) | 17972 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 32817 | |
| S | 30266 | |
| N | 30023 | |
| W | 27736 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 120842 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 32817 | |
| S | 30266 | |
| N | 30023 | |
| W | 27736 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 120842 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 32817 | |
| S | 30266 | |
| N | 30023 | |
| W | 27736 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 120842 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 32817 | |
| S | 30266 | |
| N | 30023 | |
| W | 27736 |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 671 |
| Missing (%) | 1.2% |
| Memory size | 447.7 KiB |
| SE | |
|---|---|
| S | |
| SW | |
| E | |
| ESE | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.201706051 |
| Min length | 1 |
Characters and Unicode
| Total characters | 124665 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ENE |
|---|---|
| 2nd row | ESE |
| 3rd row | ENE |
| 4th row | W |
| 5th row | NE |
Common Values
| Value | Count | Frequency (%) |
| SE | 4141 | 7.2% |
| S | 4098 | 7.2% |
| SW | 4078 | 7.1% |
| E | 3985 | 7.0% |
| ESE | 3964 | 6.9% |
| WSW | 3958 | 6.9% |
| W | 3873 | 6.8% |
| ENE | 3771 | 6.6% |
| SSW | 3502 | 6.1% |
| N | 3458 | 6.0% |
| Other values (6) | 17794 |
Length
| Value | Count | Frequency (%) |
| se | 4141 | 7.3% |
| s | 4098 | 7.2% |
| sw | 4078 | 7.2% |
| e | 3985 | 7.0% |
| ese | 3964 | 7.0% |
| wsw | 3958 | 7.0% |
| w | 3873 | 6.8% |
| ene | 3771 | 6.7% |
| ssw | 3502 | 6.2% |
| n | 3458 | 6.1% |
| Other values (6) | 17794 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 33923 | |
| E | 32636 | |
| W | 31353 | |
| N | 26753 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 124665 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 33923 | |
| E | 32636 | |
| W | 31353 | |
| N | 26753 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 124665 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 33923 | |
| E | 32636 | |
| W | 31353 | |
| N | 26753 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 124665 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 33923 | |
| E | 32636 | |
| W | 31353 | |
| N | 26753 |
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 108 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.04043018 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 1606 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 13 |
| Q3 | 20 |
| 95-th percentile | 30 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.542563252 |
|---|---|
| Coefficient of variation (CV) | 0.5679733324 |
| Kurtosis | 1.201822987 |
| Mean | 15.04043018 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.8179554806 |
| Sum | 860087 |
| Variance | 72.97538692 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 5871 | |
| 9 | 5592 | 9.8% |
| 11 | 4932 | 8.6% |
| 17 | 4858 | 8.5% |
| 15 | 4663 | 8.1% |
| 7 | 4219 | 7.4% |
| 19 | 3743 | 6.5% |
| 20 | 3483 | 6.1% |
| 6 | 3451 | 6.0% |
| 24 | 2381 | 4.2% |
| Other values (27) | 13992 |
| Value | Count | Frequency (%) |
| 0 | 1606 | 2.8% |
| 2 | 1270 | 2.2% |
| 4 | 1802 | 3.1% |
| 6 | 3451 | |
| 7 | 4219 | |
| 9 | 5592 | |
| 11 | 4932 | |
| 13 | 5871 | |
| 15 | 4663 | |
| 17 | 4858 |
| Value | Count | Frequency (%) |
| 67 | 2 | < 0.1% |
| 65 | 2 | < 0.1% |
| 63 | 5 | < 0.1% |
| 61 | 4 | < 0.1% |
| 59 | 4 | < 0.1% |
| 57 | 13 | < 0.1% |
| 56 | 16 | < 0.1% |
| 54 | 18 | |
| 52 | 29 | |
| 50 | 42 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 466 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.34114065 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 190 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 13 |
| median | 19 |
| Q3 | 24 |
| 95-th percentile | 35 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.539047479 |
|---|---|
| Coefficient of variation (CV) | 0.4414965814 |
| Kurtosis | 0.5874802447 |
| Mean | 19.34114065 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.5954250177 |
| Sum | 1099099 |
| Variance | 72.91533184 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 5220 | 9.1% |
| 20 | 5010 | 8.7% |
| 13 | 4984 | 8.7% |
| 15 | 4585 | 8.0% |
| 19 | 4453 | 7.8% |
| 24 | 3988 | 7.0% |
| 11 | 3769 | 6.6% |
| 22 | 3592 | 6.3% |
| 9 | 3548 | 6.2% |
| 28 | 2911 | 5.1% |
| Other values (29) | 14767 |
| Value | Count | Frequency (%) |
| 0 | 190 | 0.3% |
| 2 | 270 | 0.5% |
| 4 | 520 | 0.9% |
| 6 | 1212 | 2.1% |
| 7 | 2024 | 3.5% |
| 9 | 3548 | |
| 11 | 3769 | |
| 13 | 4984 | |
| 15 | 4585 | |
| 17 | 5220 |
| Value | Count | Frequency (%) |
| 76 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 65 | 6 | < 0.1% |
| 63 | 3 | < 0.1% |
| 61 | 4 | < 0.1% |
| 59 | 7 | < 0.1% |
| 57 | 7 | < 0.1% |
| 56 | 13 | |
| 54 | 25 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 193 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.30966725 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 55 |
| median | 67 |
| Q3 | 80 |
| 95-th percentile | 95 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 18.68403027 |
|---|---|
| Coefficient of variation (CV) | 0.2817693263 |
| Kurtosis | 0.07275696992 |
| Mean | 66.30966725 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.5008167492 |
| Sum | 3786282 |
| Variance | 349.092987 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69 | 1289 | 2.2% |
| 67 | 1282 | 2.2% |
| 64 | 1278 | 2.2% |
| 65 | 1269 | 2.2% |
| 66 | 1257 | 2.2% |
| 68 | 1241 | 2.2% |
| 71 | 1237 | 2.2% |
| 70 | 1221 | 2.1% |
| 63 | 1210 | 2.1% |
| 62 | 1201 | 2.1% |
| Other values (90) | 44615 |
| Value | Count | Frequency (%) |
| 1 | 3 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 14 | < 0.1% |
| 6 | 24 | |
| 7 | 27 | |
| 8 | 31 | |
| 9 | 36 | |
| 10 | 42 |
| Value | Count | Frequency (%) |
| 100 | 524 | |
| 99 | 655 | |
| 98 | 229 | 0.4% |
| 97 | 530 | |
| 96 | 572 | |
| 95 | 520 | |
| 94 | 596 | |
| 93 | 684 | |
| 92 | 622 | |
| 91 | 708 |
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1088 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.69636153 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 35 |
| median | 51 |
| Q3 | 64 |
| 95-th percentile | 85 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.55299218 |
|---|---|
| Coefficient of variation (CV) | 0.4135713671 |
| Kurtosis | -0.5220448319 |
| Mean | 49.69636153 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.005749433919 |
| Sum | 2793184 |
| Variance | 422.4254876 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52 | 1159 | 2.0% |
| 54 | 1149 | 2.0% |
| 53 | 1123 | 2.0% |
| 57 | 1111 | 1.9% |
| 51 | 1103 | 1.9% |
| 56 | 1099 | 1.9% |
| 58 | 1089 | 1.9% |
| 55 | 1081 | 1.9% |
| 59 | 1059 | 1.8% |
| 50 | 1054 | 1.8% |
| Other values (91) | 45178 | |
| (Missing) | 1088 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 15 | < 0.1% |
| 2 | 29 | 0.1% |
| 3 | 40 | 0.1% |
| 4 | 72 | 0.1% |
| 5 | 98 | |
| 6 | 152 | |
| 7 | 160 | |
| 8 | 209 | |
| 9 | 217 |
| Value | Count | Frequency (%) |
| 100 | 64 | 0.1% |
| 99 | 71 | 0.1% |
| 98 | 53 | 0.1% |
| 97 | 91 | 0.2% |
| 96 | 131 | |
| 95 | 147 | |
| 94 | 184 | |
| 93 | 214 | |
| 92 | 240 | |
| 91 | 246 |
| Distinct | 507 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 108 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1017.369544 |
| Minimum | 980.5 |
|---|---|
| Maximum | 1040.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 980.5 |
|---|---|
| 5-th percentile | 1006.4 |
| Q1 | 1012.7 |
| median | 1017.3 |
| Q3 | 1022 |
| 95-th percentile | 1028.9 |
| Maximum | 1040.9 |
| Range | 60.4 |
| Interquartile range (IQR) | 9.3 |
Descriptive statistics
| Standard deviation | 6.92722356 |
|---|---|
| Coefficient of variation (CV) | 0.006808955111 |
| Kurtosis | 0.2495532787 |
| Mean | 1017.369544 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | -0.04339346896 |
| Sum | 58178277.4 |
| Variance | 47.98642625 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1016.4 | 380 | 0.7% |
| 1017.7 | 369 | 0.6% |
| 1015.5 | 360 | 0.6% |
| 1017.3 | 354 | 0.6% |
| 1017.2 | 353 | 0.6% |
| 1017.9 | 349 | 0.6% |
| 1018 | 347 | 0.6% |
| 1015.9 | 344 | 0.6% |
| 1016.3 | 344 | 0.6% |
| 1018.7 | 343 | 0.6% |
| Other values (497) | 53642 |
| Value | Count | Frequency (%) |
| 980.5 | 1 | |
| 982 | 1 | |
| 982.2 | 1 | |
| 982.9 | 1 | |
| 983.9 | 1 | |
| 984.6 | 2 | |
| 986.3 | 1 | |
| 986.6 | 1 | |
| 986.7 | 1 | |
| 987 | 1 |
| Value | Count | Frequency (%) |
| 1040.9 | 1 | < 0.1% |
| 1040.6 | 1 | < 0.1% |
| 1040.3 | 1 | < 0.1% |
| 1040.2 | 1 | < 0.1% |
| 1040.1 | 1 | < 0.1% |
| 1040 | 1 | < 0.1% |
| 1039.6 | 1 | < 0.1% |
| 1039.5 | 1 | < 0.1% |
| 1039.3 | 2 | |
| 1039.2 | 3 |
| Distinct | 510 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 114 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1014.898126 |
| Minimum | 977.1 |
|---|---|
| Maximum | 1038.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 977.1 |
|---|---|
| 5-th percentile | 1004.1 |
| Q1 | 1010.1 |
| median | 1014.8 |
| Q3 | 1019.6 |
| 95-th percentile | 1026.5 |
| Maximum | 1038.5 |
| Range | 61.4 |
| Interquartile range (IQR) | 9.5 |
Descriptive statistics
| Standard deviation | 6.912029717 |
|---|---|
| Coefficient of variation (CV) | 0.006810565062 |
| Kurtosis | 0.1360756717 |
| Mean | 1014.898126 |
| Median Absolute Deviation (MAD) | 4.7 |
| Skewness | 0.01593496393 |
| Sum | 58030859.94 |
| Variance | 47.77615481 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1015.8 | 350 | 0.6% |
| 1015.3 | 346 | 0.6% |
| 1014.8 | 344 | 0.6% |
| 1015.5 | 343 | 0.6% |
| 1013.4 | 342 | 0.6% |
| 1011.9 | 341 | 0.6% |
| 1015.6 | 338 | 0.6% |
| 1011.7 | 334 | 0.6% |
| 1013.5 | 334 | 0.6% |
| 1011.8 | 328 | 0.6% |
| Other values (500) | 53779 |
| Value | Count | Frequency (%) |
| 977.1 | 1 | |
| 978.2 | 1 | |
| 979 | 1 | |
| 980.2 | 1 | |
| 981.4 | 1 | |
| 981.9 | 1 | |
| 982.2 | 1 | |
| 983.2 | 1 | |
| 983.3 | 1 | |
| 984 | 1 |
| Value | Count | Frequency (%) |
| 1038.5 | 1 | |
| 1038.2 | 1 | |
| 1037.9 | 1 | |
| 1037.8 | 1 | |
| 1037.6 | 1 | |
| 1037.3 | 1 | |
| 1037.2 | 1 | |
| 1037.1 | 1 | |
| 1037 | 1 | |
| 1036.9 | 2 |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.212189971 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 5963 |
| Zeros (%) | 10.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 2.844811419 |
|---|---|
| Coefficient of variation (CV) | 0.6753758588 |
| Kurtosis | -1.575193654 |
| Mean | 4.212189971 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.1380027147 |
| Sum | 241329 |
| Variance | 8.092952009 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 13856 | |
| 1 | 10843 | |
| 8 | 6347 | |
| 0 | 5963 | |
| 6 | 5411 | 9.4% |
| 2 | 4403 | 7.7% |
| 3 | 4074 | 7.1% |
| 5 | 3635 | 6.3% |
| 4 | 2760 | 4.8% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5963 | |
| 1 | 10843 | |
| 2 | 4403 | 7.7% |
| 3 | 4074 | 7.1% |
| 4 | 2760 | 4.8% |
| 5 | 3635 | 6.3% |
| 6 | 5411 | 9.4% |
| 7 | 13856 | |
| 8 | 6347 | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 6347 | |
| 7 | 13856 | |
| 6 | 5411 | 9.4% |
| 5 | 3635 | 6.3% |
| 4 | 2760 | 4.8% |
| 3 | 4074 | 7.1% |
| 2 | 4403 | 7.7% |
| 1 | 10843 | |
| 0 | 5963 |
Cloud3pm
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2631 |
| Missing (%) | 4.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.333412608 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 3573 |
| Zeros (%) | 6.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.669629123 |
|---|---|
| Coefficient of variation (CV) | 0.6160569888 |
| Kurtosis | -1.469746892 |
| Mean | 4.333412608 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.1873986842 |
| Sum | 236873 |
| Variance | 7.126919654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 12945 | |
| 1 | 9741 | |
| 6 | 5994 | |
| 8 | 5139 | 9.0% |
| 2 | 4728 | 8.3% |
| 3 | 4675 | 8.2% |
| 5 | 4487 | 7.8% |
| 0 | 3573 | 6.2% |
| 4 | 3379 | 5.9% |
| 9 | 1 | < 0.1% |
| (Missing) | 2631 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 3573 | 6.2% |
| 1 | 9741 | |
| 2 | 4728 | 8.3% |
| 3 | 4675 | 8.2% |
| 4 | 3379 | 5.9% |
| 5 | 4487 | 7.8% |
| 6 | 5994 | |
| 7 | 12945 | |
| 8 | 5139 | 9.0% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 5139 | 9.0% |
| 7 | 12945 | |
| 6 | 5994 | |
| 5 | 4487 | 7.8% |
| 4 | 3379 | 5.9% |
| 3 | 4675 | 8.2% |
| 2 | 4728 | 8.3% |
| 1 | 9741 | |
| 0 | 3573 | 6.2% |
| Distinct | 381 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 60 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.061171 |
| Minimum | -1.2 |
|---|---|
| Maximum | 39 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 10 |
| Negative (%) | < 0.1% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | -1.2 |
|---|---|
| 5-th percentile | 8.1 |
| Q1 | 13 |
| median | 17.6 |
| Q3 | 23 |
| 95-th percentile | 29.1 |
| Maximum | 39 |
| Range | 40.2 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.57070627 |
|---|---|
| Coefficient of variation (CV) | 0.3638028934 |
| Kurtosis | -0.7225293096 |
| Mean | 18.061171 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.1301311901 |
| Sum | 1033695 |
| Variance | 43.17418088 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 362 | 0.6% |
| 15 | 344 | 0.6% |
| 16.6 | 341 | 0.6% |
| 14.8 | 336 | 0.6% |
| 16.8 | 332 | 0.6% |
| 13.8 | 328 | 0.6% |
| 15.9 | 327 | 0.6% |
| 17.2 | 326 | 0.6% |
| 13.2 | 323 | 0.6% |
| 16 | 322 | 0.6% |
| Other values (371) | 53892 |
| Value | Count | Frequency (%) |
| -1.2 | 1 | |
| -1 | 1 | |
| -0.7 | 2 | |
| -0.5 | 1 | |
| -0.3 | 1 | |
| -0.2 | 2 | |
| -0.1 | 2 | |
| 0 | 2 | |
| 0.1 | 1 | |
| 0.2 | 1 |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 37.9 | 1 | < 0.1% |
| 37.7 | 3 | |
| 37.6 | 1 | < 0.1% |
| 37.3 | 1 | < 0.1% |
| 37.2 | 3 | |
| 36.9 | 1 | < 0.1% |
| 36.8 | 2 | |
| 36.6 | 1 | < 0.1% |
| 36.5 | 2 |
Temp3pm
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 396 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 926 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.57862757 |
| Minimum | 3.7 |
|---|---|
| Maximum | 46.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 447.7 KiB |
Quantile statistics
| Minimum | 3.7 |
|---|---|
| 5-th percentile | 12.2 |
| Q1 | 17.2 |
| median | 22 |
| Q3 | 27.7 |
| 95-th percentile | 34.1 |
| Maximum | 46.1 |
| Range | 42.4 |
| Interquartile range (IQR) | 10.5 |
Descriptive statistics
| Standard deviation | 6.872913944 |
|---|---|
| Coefficient of variation (CV) | 0.3043991015 |
| Kurtosis | -0.5889203397 |
| Mean | 22.57862757 |
| Median Absolute Deviation (MAD) | 5.2 |
| Skewness | 0.2640913415 |
| Sum | 1272689.5 |
| Variance | 47.23694608 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 349 | 0.6% |
| 18.5 | 342 | 0.6% |
| 20 | 331 | 0.6% |
| 18.4 | 331 | 0.6% |
| 17.8 | 329 | 0.6% |
| 20.4 | 324 | 0.6% |
| 16.8 | 321 | 0.6% |
| 18.7 | 320 | 0.6% |
| 17 | 319 | 0.6% |
| 19.2 | 317 | 0.6% |
| Other values (386) | 53084 | |
| (Missing) | 926 | 1.6% |
| Value | Count | Frequency (%) |
| 3.7 | 1 | |
| 4.3 | 1 | |
| 4.6 | 1 | |
| 4.8 | 1 | |
| 5.1 | 1 | |
| 5.3 | 2 | |
| 5.5 | 1 | |
| 5.8 | 1 | |
| 6 | 2 | |
| 6.1 | 2 |
| Value | Count | Frequency (%) |
| 46.1 | 2 | |
| 45.8 | 2 | |
| 45.4 | 1 | < 0.1% |
| 45.3 | 1 | < 0.1% |
| 45.2 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 44.9 | 1 | < 0.1% |
| 44.8 | 3 | |
| 44.7 | 1 | < 0.1% |
| 44.5 | 2 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 58 |
| Missing (%) | 0.1% |
| Memory size | 112.0 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 58 |
| Value | Count | Frequency (%) |
| False | 44678 | |
| True | 12557 | 21.9% |
| (Missing) | 58 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Date | Location | MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustDir | WindGustSpeed | WindDir9am | WindDir3pm | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | RainToday | RainTomorrow | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2015-05-21 | Townsville | 21.1 | 29.2 | 0.0 | 4.8 | 9.5 | ENE | 30.0 | SE | ENE | 13.0 | 26.0 | 69.0 | 66.0 | 1018.8 | 1014.5 | 3.0 | 3.0 | 26.4 | 27.7 | No | No |
| 1 | 2014-03-26 | Woomera | 13.5 | 26.7 | 0.0 | 11.6 | 7.3 | ENE | 33.0 | SSE | ESE | 15.0 | 15.0 | 60.0 | 24.0 | 1018.7 | 1015.4 | 2.0 | 6.0 | 17.7 | 25.3 | No | No |
| 2 | 2017-01-19 | Mildura | 17.1 | 36.3 | 0.0 | 11.2 | 12.2 | N | 48.0 | ESE | ENE | 15.0 | 11.0 | 35.0 | 19.0 | 1011.6 | 1006.2 | 2.0 | 1.0 | 20.5 | 33.9 | No | Yes |
| 3 | 2009-03-25 | Portland | 9.3 | 21.0 | 4.4 | 3.0 | 6.5 | W | 31.0 | NNW | W | 7.0 | 20.0 | 98.0 | 72.0 | 1015.9 | 1015.6 | 8.0 | 4.0 | 15.2 | 20.1 | Yes | No |
| 4 | 2010-08-08 | Brisbane | 6.6 | 22.2 | 0.0 | 4.0 | 10.1 | ENE | 19.0 | SW | NE | 6.0 | 9.0 | 58.0 | 37.0 | 1022.4 | 1018.3 | 1.0 | 1.0 | 13.4 | 21.4 | No | No |
| 5 | 2009-01-03 | Watsonia | 5.2 | 21.4 | 0.0 | 6.2 | 10.5 | SSW | 28.0 | SE | SW | 6.0 | 17.0 | 59.0 | 44.0 | 1020.7 | 1017.4 | 1.0 | 7.0 | 12.9 | 19.9 | No | No |
| 6 | 2009-08-08 | Hobart | 6.8 | 15.2 | 0.6 | 0.6 | 2.7 | NNW | 44.0 | NNW | NW | 19.0 | 19.0 | 60.0 | 57.0 | 1012.7 | 1010.9 | 7.0 | 7.0 | 11.4 | 13.6 | No | Yes |
| 7 | 2009-09-30 | Cairns | 21.2 | 30.9 | 0.0 | 7.2 | 10.2 | E | 35.0 | SSE | E | 17.0 | 24.0 | 54.0 | 40.0 | 1016.2 | 1014.3 | 1.0 | 1.0 | 27.1 | 29.1 | No | No |
| 8 | 2008-10-22 | Brisbane | 16.5 | 25.8 | 6.6 | 7.4 | 9.4 | ENE | 37.0 | S | ENE | 7.0 | 17.0 | 58.0 | 56.0 | 1015.2 | 1009.8 | 7.0 | 3.0 | 21.5 | 23.4 | Yes | No |
| 9 | 2010-01-20 | Melbourne | 14.5 | 28.2 | 0.0 | 6.4 | 10.6 | SSE | 39.0 | NW | SSE | 13.0 | 20.0 | 62.0 | 32.0 | 1011.4 | 1009.6 | 3.0 | 4.0 | 18.2 | 25.3 | No | No |
Last rows
| Date | Location | MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustDir | WindGustSpeed | WindDir9am | WindDir3pm | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | RainToday | RainTomorrow | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 57283 | 2016-09-07 | Perth | 12.3 | 17.5 | 6.2 | 3.0 | 7.9 | W | 57.0 | WSW | WNW | 20.0 | 19.0 | 62.0 | 54.0 | 1012.2 | 1013.9 | 4.0 | 6.0 | 15.2 | 16.1 | Yes | Yes |
| 57284 | 2013-12-19 | Townsville | 24.4 | 32.3 | 0.0 | 14.8 | 9.7 | E | 59.0 | SE | E | 24.0 | 39.0 | 52.0 | 48.0 | 1014.5 | 1012.4 | 4.0 | 3.0 | 29.0 | 30.5 | No | No |
| 57285 | 2013-10-13 | Williamtown | 15.8 | 35.9 | 0.0 | 25.6 | NaN | NW | 81.0 | NNW | NW | 15.0 | 48.0 | 42.0 | 10.0 | 1003.4 | 998.2 | 4.0 | 1.0 | 26.4 | 35.0 | No | Yes |
| 57286 | 2011-12-27 | Woomera | 14.9 | 30.2 | 0.0 | 15.0 | NaN | SE | 50.0 | SSE | S | 31.0 | 22.0 | 47.0 | 16.0 | 1015.5 | 1012.5 | 0.0 | 0.0 | 20.0 | 28.2 | No | No |
| 57287 | 2013-01-01 | MelbourneAirport | 12.1 | 28.9 | 0.0 | 7.0 | 13.0 | SSW | 50.0 | SSW | SSE | 7.0 | 20.0 | 67.0 | 40.0 | 1013.8 | 1011.5 | 3.0 | 7.0 | 17.1 | 25.8 | No | No |
| 57288 | 2016-01-29 | MelbourneAirport | 13.0 | 19.1 | 14.6 | 7.8 | 1.0 | S | 28.0 | SSW | SSE | 9.0 | 13.0 | 96.0 | 67.0 | 1003.4 | 1001.8 | 7.0 | 7.0 | 13.4 | 18.3 | Yes | Yes |
| 57289 | 2013-11-24 | NorfolkIsland | 17.6 | 22.8 | 1.4 | 3.8 | 1.2 | ESE | 31.0 | ESE | ESE | 13.0 | 15.0 | 92.0 | 82.0 | 1013.3 | 1010.9 | 8.0 | 7.0 | 19.4 | 22.5 | Yes | Yes |
| 57290 | 2014-08-10 | AliceSprings | 2.1 | 22.9 | 0.0 | 5.6 | 10.9 | ESE | 35.0 | NW | SE | 4.0 | 20.0 | 27.0 | 20.0 | 1027.6 | 1023.7 | 0.0 | 0.0 | 13.4 | 21.6 | No | No |
| 57291 | 2015-01-16 | Sydney | 21.2 | 27.6 | 0.0 | 8.2 | 12.9 | ENE | 33.0 | WSW | E | 6.0 | 22.0 | 67.0 | 63.0 | 1008.6 | 1005.8 | 3.0 | 2.0 | 24.7 | 26.6 | No | No |
| 57292 | 2012-08-26 | Watsonia | 7.9 | 14.8 | 0.8 | 3.2 | 4.4 | W | 39.0 | W | SW | 15.0 | 15.0 | 65.0 | 56.0 | 1020.1 | 1020.2 | 6.0 | 7.0 | 10.1 | 13.1 | No | No |